{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5bd3dcb7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from total_plot import plot_it\n",
    "import numpy as np\n",
    "\n",
    "x_labels = [44, 1224, 4004, 8384, 14364]\n",
    "idx_ratio_1 = [1/81, 1/285, 1/498, 1/708, 1/915]\n",
    "\n",
    "optimal_ratio = [\n",
    "    1,\n",
    "    0.774095367,\n",
    "    0.56599942,\n",
    "    0.604547623,\n",
    "    0.618015428,\n",
    "]\n",
    "optimal_ratio_1 = [\n",
    "    0.778894472,\n",
    "    0.795244272,\n",
    "    0.810733909,\n",
    "    0.834501809,\n",
    "    0.855414291,]\n",
    "swap_vals = np.array([\n",
    "    [452, 0],\n",
    "    [8527, 0],\n",
    "    [43613, 0],\n",
    "    [94877, 0],\n",
    "    [299502, 0],\n",
    "])\n",
    "greedy_vals = np.array([\n",
    "    [160, 716],\n",
    "    [2975, 20354],\n",
    "    [13556, 77524],\n",
    "    [30147, 158946],\n",
    "    [72968, 371748],\n",
    "])\n",
    "optimal_vals = np.array([\n",
    "    [160, 716],\n",
    "    [2975, 20354],\n",
    "    [13556, 77524],\n",
    "    [30147, 158946],\n",
    "    [72968, 371748],\n",
    "])\n",
    "\n",
    "colors = ['#436691', '#f7d27d', '#da695c']  # 分别对应 swap, greedy, optimal 的颜色\n",
    "\n",
    "# 分别对应 swap, greedy, optimal 的颜色\n",
    "border_colors = ['#436691', '#f7d27d', '#da695c']\n",
    "\n",
    "plot_it(swap_vals, greedy_vals, optimal_vals, idx_ratio_1, optimal_ratio,\n",
    "        optimal_ratio_1, x_labels, colors, border_colors, 'fig/cnot_num_qaoa.pdf')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "qiskit_env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
